Generative Adversarial Networks Cheat Sheet

Table of Contents

Introduction

Generative Models vs. Discriminative Models

Discriminative Models	Generative Models
Features ➡️ Class	Random Noise, Class ➡️ Features

Generative Models

Variational Autoencoders (VAEs)	Generative Adversarial Networks (GANs)

GANs Applications

StyleGAN2	CycleGAN	GauGAN
Generate realistic images	Image-to-image translation	Image synthesis

Adobe	Google	IBM	SnapChat	Disney
Next-gen Photoshop	Text Generation	Data Augmentation	Image Filters	Super-resolution